{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "toc": "true"
   },
   "source": [
    "# Table of Contents\n",
    " <p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-07-09T13:18:01.501583Z",
     "start_time": "2019-07-09T13:18:00.136217Z"
    }
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "\n",
    "tips = sns.load_dataset('tips')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-07-09T13:19:26.178363Z",
     "start_time": "2019-07-09T13:19:25.966680Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "tips.tip.plot(kind='hist')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-07-09T13:20:01.889305Z",
     "start_time": "2019-07-09T13:20:01.716363Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cts = tips.sex.value_counts()\n",
    "cts.plot(kind='bar')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-07-09T13:21:03.652676Z",
     "start_time": "2019-07-09T13:21:03.463214Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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TiYvu2oSr7t6CRbc8jgf79lTt+sp9f9/ug7bvL/R6IY00FZT7CtQnL2YNLQKwTEReAvBjAEtE5Ie5B6nqGlXtUdWejo6OWtexJrzqI55ouYVm1uS+f1n3LDzysbPRFCr841WovK6ZUxHOCSJhU7Dm6h5sXLEYa3sHSs6yqfRzdfr+7tnTbN9f6PUgaORxj0ZW80Cgqp9U1U5VnQPgfQAeV9Wral0PP/AqB/tEy818X3M49aMTMcX2/XNPmIzbl6eeDCIhA6akGvRS5bW3RXDHpQsQCRmY1GQiEjJwx6ULcM7pHTgylnB0t1np5+r0/XNPmIyrzzo567Wrzzq5rG6hRsN9BeqTpykmRORcBHiMwFIvs4as41ubTBwZS4z/Xej9uQOpl/XMwpUL5zgqz65u5fY/T/T6rOOdvn+is4YaWSONe9Qz7kdAVVXuTJBqDaTmcmuzlKDOdGGD3di4HwFVjd3agMz5/HaKDaRWEgjcWEw2ketrBEENfpSPKSaopInMBHFzILXSWTaZKSuGhqN44vl9CBk5A9QNPtOF6S0oE58IqKSJzASxBlLv/U32Yiuv+9Az74JH4wmoKiKh1FhHpkaf6cL0FpSJgSAAKu0HLrYCNnMAefDQKABF18ypaG+L4NrzT8c75rTjteEoFs+dYRsEnNQtdzC20EBy/+AhAIKumVMKDh7ndgEBQDwjCLRGTCSS2vAzXTqnt2A0nh38RuOJhg5+TgVx3ISBoMFVqx/Yrm/eOrcmFdHEsUkHYVNwxdtnY+3WgaxycwOBk7rlzjw6e247fvvygaz3KFL5jGLpOoQM4M7LuvPOVSzVNAA0mYKblnbhvDcfH4gGIHeiSD1MHHFbUMdNOEZQp5ykea52P3Bm3/yuvYex8ifbMBpLZgUBAIglFPc+/UrJ1NKl6rZr7+GsIAAAT+0aynrPynXbsTIjCABAPAmsXLfN0UKzTGMJRbeDsQe/7mdcjoEDI2gJZ98HtoRDDT0uUkqQx00YCOrQhr49WHTL40XTLADuLfff0LcH7/7mJowlnN9B5pbrpG6bdr1W8rymIRDJT2dhSvGFZpPCZt57msNG3lhBLqefvd9xBXC+IKfHYCCoM+Xctbjxy26VP2azpWMxueWWqtuGvj340iPPlTxvIqm2XRoJzS7PuotfNHcGNq9agm9/4G2I2KTAKPbZNNIdI1cA5wtycGQgqDPl3LW48cteLPHceH1MwXvmnYhIyEBrxERTyMBnLzojq9xidRsPNjZPHGfPbc96z23L5+P2Sxdk5ScyBVhx3mnjX+fexW/e9RrOOb0Dty0v77NptDvGZd2zsHnVEvzwwwuxedWSQPSFFxPk4MjB4jpT7l2L0wVYTmdKtDaZiObMNmkKGfjRh96Bo7EkfvOH1/C9zS/iyd+/hngiiXgSaA6ZuHnjTkyOhLIam0J16x98HQayu3tSOYfm46IFs2zrumjuDPQPHsKv/zCE/9z8EtY8+Ud861e78NmLzsDNG3faLhYrd3FaI94xOtngJ0jcWLBYDxgI6sxENjMp9ctebKZEZqO7addrWLV+OwxDgIRmbUrTc2o7hoajuOYHvYjGFdF4PHVyxXi/u91qXatuVtfNjj2H8IWNOxHN6XoSAc5644yC19PeFkHXzKm45gdbEY0nx99/00M7ES6wWMw6T7nJ6PyykUwQpznWQhCDIwNBHarmXUux9ApWw5/aOSyBpCJrdo6K4OEVi8enhZaanllowZIViEwR28FapxvI2y6SMgWxePXu4jM/+1g8gZeGjmLX3sM1XygX1GmO5A4GgjpVrbuWwpvHv267+CpT2BT07T6I6a1NaG+LlJyeadcAZwYiO5OaTHz7qrfinNOPL3ktduUnkorVS7tw88M7q3YX394Wwdd/+cKEt6gsxsldfqncSHxSoHIxEARMbiNRqN8b0KJ39wBwJJrA6gf78ZkNO8bvSG+9ZD6uX9uHzJtwa+8Cuwa41FNEIplE18ypjq6tUNfNsu5ZuHDeiVVrHO3WN9z7m1dw9ZlzKnoycHqXXyw9ROZTHJ8UyCkGggDJ7IKJJZJYvbQLV555Cm69ZD5WrtsGUwzEkwn867lzMSls5qUgMAUImQZCpuBINPV/VlfOynXbcMZJUzBtUhiGCICMBV6JJG6+eB7OOGkKtu0+mJXv/9DI2LHxBBv/sOhUAMCTL+xDsfQRlmXds3DGSVPy9geoZr+v08yqhVJh2AWkcjKgFgrerU2mb7KoTnRvh0LvJ3cxEASEXRfMp3+2AxCgLRICIIglk4glgK8/9gLueDT/HArgc0vPQMQ0sPrB/qz+/GhcceHXn0JTyMib9hlPAp98YAeAY08Hl/V0Ym3vAACg2Bquuze9iP948o9Ipk9ZKH2EpRZ9504yq9rVQ4GCdSsnCVyhJx9rBzevE8nlXvtlb+vMSzdS7HvC8Y/aYyAIiIEDIzBtVuDe9GA/RFINuaXQWrGkAl94qB8Pf/RsxG3GAuJJzUrgZscKRJlZSYuJ2QSVleu22d7lOr2rrvRus1RmVbt6rFy3HYAiGlfbulVjWvDQcNTz6a121251ozl5Sgnq3hBeYyAIiM7pLYgl8htv07Bm7BdvwMePl1QahhXnnYY7Hn2hqnUEgOb0at/RIiuXrfQRud0th0ZiJe+Iq3W3+YWL/xJXnznHdotKu7t70xBABZmfc+401kqnBfthemupMR+g+FMK02N7g4EgINrbIli9tCvVHZQhqYrM/vxSrNQN7194Mu56YlfefP9KKRRA/pOLXR2A7IZ9LJFEosgdcbXvNueeMNl2cLjQ7KXczzn3br0a04K9XhBVauYYUPwppREX7dUDpphoYLlZMq888xR88W/noSmd+sFK0XDb8gVoDhuIpNM02KTgGX/9tuULxu9EM1M0hIzUdNLJkRDCpiBkHBsPyNQcNtAcNnD1WSeP/xsAIqagOWzg8p7ZiCey76Qz14Nl1iE39080noSIIBIS2xQBtUoRYZeqIPNzLpa+oNLd16p1jkrKzr1263vtJG1DkNM8eImb1zeoQjOEgOKzWVqbUrt1WRvNvD4SA6CY0tJkO2PHel8snsCOwdcxoy2Cs97YDgAZG9aMABDMnNqMI2OJvJkkmWX+zTeeyhoXCBnAL649Z/wcmXXYtvsgrrp7Cw5Hj806mhwJ4VtXvgVTW5psZ+YsuuXxrAHz5rCBzauWuNLQlDNrqNFw1pA/cPP6ACs2Q+jKhacUTNGQ+5qTOfHFFldZ5yt0ntwyn3xhn+3g8OChEdsFZYW6Eawd0uzKq2UfutPPuRHZjV+Uc91B+Zz8goGgARWcIfTQTlzYdWJVf8EKLa5aNn8mek5tL/NshcYG7F+fSMPudR86kR8xEPhQpY/FhWYIhQyp+uyLQour3vedp4vO97fTNXMKQkb29NWQkXq9kIk07LzbJMrGwWKfqWQHLGtwGABWL+3K+/+jYwns2HOoanUFCi+uiidR9qYt7W0R3HlZNyIhwaSwiUhIcOdl3SUb7XIGR73YZrIRtrakxsbBYh9xMphZ6GlhQ98e3LhuOwxJLez6/NIuHInG8aWfP59VRnPYwMYVi20HX53Ur3/wUN77PrfhWdsFYsUGbkuV40bXjRcrVrlK1p+CMhjtdLCYgcBHCs2C+eGHF2LB7GkFG5Wh4SjO/PJjeQOt57+5A489vz/rteawgVgiCavnqFTKBsuGvj34eMYm8aYAX728+1j5X/olchOIhs3U1M8m05xQI1jNX9ZazxjyqkwqLUjB2WkgYNeQjxRbTFNsv9z+wUN5QQBAXhAAUikeMocPrJQNxbothoajuHHd9qwyEgpcv7ZvvLFuDucPNyWTqZQKE9nft9qbxHuxzWSjbW3ZCBpp3+lqYiDwkWKLaYo3KsVX4mYybb7jVsqGQgYOjMCwKSKeBPoHD9kGMLsFZU4bQTd+Wb1YscpVsv7D4GyPgcBnCm0obteoROOpRVhdM6fAdBALIiHDdlppZsoGO53TW2AzCSlNsgKY1fgbIjgylv2msUQCh0bGSjbobvyyerFilatk/YfB2R7HCOrIg317cOP67dCkIprQrA1fAOC6/+qD1XsTNgVXvGM21vZmp/8FgBsy+vqdjhHct+VlfPqB7DxFAqD3MxeMN2y79h7Gu7/xVF4a6taIiWgsARFBc6j0eIGbfeteDBIGZWCyXli/RxwjyDiOgaC+7Np7GO/+5iaMZUy2j4QE37m6BzOntqTTQoxhSkt4fGcvuzQHmbN/7I6xZKaQuHzN08hs48Om4OlPnl805UNrk4mV73oTvvzz57MS1JVq2K1fVrsUGUSVCkpwZoqJBnVkLIGIaWQFgmhc8U8/fAZJ1fENX4rd7bS3RcZTNhSbQWH9n/UEkqs5ZGYtULPNuqmKN3S0osk0sgJBqdTCy7pn4fBoHDdt3ImmkIGbH96Jyc0hR3duQfklp4njosJsHCOoM4XS/B4dS2A0lsS9v3nF8SBrsUHZzP+zCwJAft9qoT7xrplTy+6XHRqO4uaHd2IsnsRwNOF4wLjas42IgoBPBHUmM7+OAcHRWPENZcrdBMQQQf/gIUxtaSq6wUhTyH7gs1DKh3JzAk1kgxLubkU0MTUPBCIyG8C9AE4EkASwRlW/Xut61DOrse0ffB0fube36OYw5W4CcnQsgY/c24sb/vpNiMbtg0yTKXjko4sdZxXNrLPTLpuJzO4oJ3jUsvuIXVXkd148EcQB3KCqz4jIZABbReRRVd3pQV2qqtQvvJMGYWg4it/8YQivDUcxb+YUhEPmeOOXmbu/c3oLzjm9A7ctT91pm4YgllD8TdcJ+PmOvRBJ7Yp1wZuPx4v7h9E/+DoAxaSwiZeGjmJO+ySEQyb+8ew34K5f7cqaHhqNK770yPOIhAzk7qplAPjnc9+II2MJDA1Hi15H7rUW65fN3Zugc3pL2U8RndNbMJbIDl52weO+p1/GTQ/1I2waiCcVK86bi/cvPHnCjXSx72s5q1gzzwMUHsAnqjbPZw2JyAYAd6nqo4WOqYdZQ6V+4Z00CBv69uD6tdvS2xqmhAxARKCqMEXypo0umjsD33nqj/juphdh5GxC76aQAYRMo+B1lLOE3zoeSK18jpgCMWT8+pw2iLlpMOymxt739Mt523UCqZlXty1fUPY0wmLXWs402MzzjMYTUFW0hEMNP72R3FUXKSZEZA6AtwDY4mU9KlVqJWwqRcO2ooO4VhqHzCAApFbvxhKKeBLjg7ajsSRGY0nc8JNtOOvLv8S3/+ePiCW0ZkHAqleh6yhnVXBWv366wYwmdPx9ABxlFrXOk5kGwzQMLJo7I+uYmzbaP3hG41r26uVS1+p0YVzueazvN1MgUK14FghEpA3AegD/pqqv2/z/NSLSKyK9+/fn58zxk1K/8PdteSWvkc5tEAYOjJSRKCIlllCMFR8rdp3ddZSzKtjueCfvc3KeJjO/bk1FlmCXu3q51LU6Heco9hlMpF5E5fIkEIhIGKkgcJ+q/tTuGFVdo6o9qtrT0dFR2wqWqVSyuG89sSvvPWOJRFaD0Dm9BX5b2me3+Xyu3Iat3EHeQtNhS73PyXns6hZPFv6Uy001UKpMpykmin0GE6kXUblqHghERAB8F8Bzqnpnrct3Q6lkcU02md5WnHda3p6ul7+9M++4kJFawRsyMH43GwkZiIQMhFz87kVCgjUfeBsu67Hvm7aSyuU2bO1tEXz2PWegyRS0Npkl8+vY5SmKmFJ2Xh4njW7mMa0REyFDYAomnAfISZmFckcVO4/1/WZ+IqqVmg8Wi8hiAE8BeBYYn+f3KVV9pNB76mGwGLCfPWI3YBgJGfj1J7IHDO3y9IQE+N7fvx1dM6fiFzv+hJse6kfIEMSTitVLuzC5OTSehuFITh+RKcAHz0ptVL/w1ONwNJaE3ayhWDyBl4aO4s9HxnDnL1+wHfTctfcw+nYfxPRJYRw4Ght/b7FZMiFDMJZQrF56Bq5cWDo1hN2soYk0fk5nZlVzdk61pody1hBVG3MN+UipJFcb+vZg5brtWWkjLDe883S8f+HJBWefAMATz+/D5x/qx3D0WDDI3NDGaUNVaYPGjViI/IW5hnyk2GIqa8aIXRAAgDsefQGnzphku1CoQSACAAAJ3klEQVSqf/B1TG0Jo3v2tLy+b6tfuZypnNY8f2uP3XIDwkRWAxOR9xgIaqTQYiq7xjPXdWu3IffJbSQWx0fu7UWTmWrg7ZLNASg75cJEu3YA5nonqlcMBB4rNWMESE0TDZuCSCi1/+9YIoGkAtF4cjy9xNreAWxcsTirf33b7oPQnCcFTWrBO/TM+eyWTz+wA1A4SgGdmQfJ6WpgIvIeA0EN5Ob/t5vJkrlZjJ0m08Atl8zHaCyBWCKJmzc+h1hGOgXTEAweGsHUlqbx11qbzLzModGEorXJtC1j4MAIQjZ7Uq5+cAcWnnpcwdxCmZzkFKrn3Dv1XHeiQhgIqizV6Kfy+nTNnIpNu14rmvZgaDiKaZOaSi4mOzKWwLU//h1ChtimhT4STeAfvv/brLQEp7S3ojls5A3e5s4wsqRy9eSfO54E3v3NTbh9ubNUB8VyCpWbfsJP6rnuRMUwEFTRhr49uGFtH6xx37ApSCY1a1eveBJYuW4bFs2dgU27XsOqdDppuwY4V0KBRJHjrLQEQGosYOOKxbbHFeqzb2+LYPXSM/K2pASAsXiy4pTO9Zwmup7rTlQKN6apEiufUObkn1giOwhYTDHQP3hovGEptafARISN1J1/uZunX7nwFHzxvfNsF6tVkupgaDiKJ57fB1Oyn33qJX1CuakziOoJnwiqZODACEwxAJRu1BOaBCC2s4UmNZlIJJNIJBVFthkoyZqts2D2tLIyeAKpgeGFpx6XtzfyRGcAZc5Eyu2WqpdZRZwRRY2MTwRV0jm9Jd3AZ7PSBVhMAW5bvgBdM6fYzha6rKcT37m6Bzctm4fM/GimkTpPJP1ic9jISkVgpaKwu/Nvb4s4yuCZae4Jk3H78vKeJuxkdqlkLnhzkn7CT5zmDSKqR3wiqJL2tghuW74A1+eMEdxx6QIcHo3j8+n0ENZsTisnT25u/O//+mWs2zowPi20JWQgrkl8fmkXLpx3Yl4aBgCupSUod1cxO3brJFojJm5a2oXz3nx8XTWk1fg8iPyIgaCKMreQtGYNAcCiWx5HLKHjM4esQcZ5s6aiLWJm3SkDyPp6JB0Qbn54Jy6cdyIWzJ6WV27udNRqKjYDyAm7LpVEUusuCFgq/TxqgVNcqVwMBFXW3hbBOacfS5u9bffBgmkXSqVFzlSvqRq4yKy2OMWVJoKBwGXFBhkzG0m7DKJ273HKT3eF7FKpDU5xpYliIHBZqTvizEZyx+Ah3LxxZ8F9a53+MvvxrrAeulTqHZP+0UQ1dCCoxl1xNVI4l7ojthrJBbOn4cKuEysa/N219zBW/mQbxhJak7tCPz15BB2nuNJENWwgqMZdsdNzODnO6R1x7nHlNK7j+xok7PdHrnZD7ccnjyDjeAxNVENuTFONDVKcnsMvm7HY1cPN+vjluikfn9LI4nRjmoZcUFaNdABOz+GX1AN29QBS+xy7cVfol+umfBNZQEjB1pBdQ9XoK3V6Dr/0y9rVoylk4JGPLnaUProa5bE/mqg+NeQTQTXSATg9h19SD9jV4/bl810JAoXKY380UX1qyDECi19mDdVSrevhl+smonzcvB7Vmbs+0dk+Xql1Pfxy3UQ0cQ3ZNURERM4xEBARBRwDARFRwDEQEBEFHAMBEVHA1cX0URHZD+Blr+tRIzMAvOZ1JTzE6w/u9Qf52gF3rv8UVe0odVBdBIIgEZFeJ/N+GxWvP7jXH+RrB7y9fnYNEREFHAMBEVHAMRD4zxqvK+AxXn9wBfnaAQ+vn2MEREQBxycCIqKAYyDwkIh8T0T2iciOjNeOE5FHReT36b+ne1lHt4jIbBF5QkSeE5F+Ebk2/XpQrr9ZRP5XRLalr/+m9OunisiW9PX/l4g0eV1XN4mIKSK/E5GN6a8Dc/0i8pKIPCsifSLSm37Nk59/BgJvfR/AhTmvfQLAY6p6GoDH0l83ojiAG1T1LwCcCeBfReQMBOf6owCWqOoCAN0ALhSRMwHcAuCr6es/AOBDHtaxFq4F8FzG10G7/vNUtTtj2qgnP/8MBB5S1ScB/Dnn5YsB3JP+9z0A3lvTStWIqr6qqs+k/30YqcZgFoJz/aqqw+kvw+k/CmAJgHXp1xv2+gFARDoBvAfA3emvBQG6/gI8+flnIPCfE1T1VSDVWAI43uP6uE5E5gB4C4AtCND1p7tF+gDsA/AogD8AOKiq8fQhA0gFx0b1NQA3ArD2PG1HsK5fAfy3iGwVkWvSr3ny89/QG9OQ/4lIG4D1AP5NVV9P3RQGg6omAHSLyDQADwD4C7vDalur2hCRiwDsU9WtInKu9bLNoQ15/WmLVHVQRI4H8KiIPO9VRfhE4D97ReQkAEj/vc/j+rhGRMJIBYH7VPWn6ZcDc/0WVT0I4FdIjZVMExHrBq0TwKBX9XLZIgDLROQlAD9GqkvoawjO9UNVB9N/70PqRuAd8Ojnn4HAfx4E8MH0vz8IYIOHdXFNuj/4uwCeU9U7M/4rKNffkX4SgIi0ALgAqXGSJwAsTx/WsNevqp9U1U5VnQPgfQAeV9UrEZDrF5FWEZls/RvAXwPYAY9+/rmgzEMicj+Ac5HKOrgXwGoAPwOwFsDJAF4BcKmq5g4o1z0RWQzgKQDP4lgf8aeQGicIwvXPR2ow0ETqhmytqn5BRN6A1B3ycQB+B+AqVY16V1P3pbuGPq6qFwXl+tPX+UD6yxCAH6nqF0WkHR78/DMQEBEFHLuGiIgCjoGAiCjgGAiIiAKOgYCIKOAYCIiIAo6BgIgo4BgIKDBEZJqI/EuJY+aIyPsdnGtOZvpwm///OxG5q8D//Tr3HCJyrpWKmajWGAgoSKYBKBoIAMwBUDIQVEJV/8rN8xOVi4GAguQrAN6Y3gjktvSfHenNQS7POObs9DHXpe/anxKRZ9J/ymnEZ4vIL0Tk/4nIautFERku9iaiWmP2UQqSTwCYp6rdInIJgH8CsACpFB+/FZEn08d8XFUvAgARmQTgnao6KiKnAbgfQI/96fO8A8A8AEfT539YVXure0lElWMgoKBaDOD+dCrovSLyPwDeDuD1nOPCAO4SkW4ACQCnl1HGo6o6BAAi8tN0mQwE5DsMBBRUTjc+uA6phIALkOpKHS2jjNxEXkzsRb7EMQIKksMAJqf//SSAy9O7hHUAOAfA/+YcAwBTAbyqqkkAH0AqW6hT70xvRt6C1JaDmyu9ACI38ImAAkNVh0Rkc3rK5s8BbAewDak79RtV9U8iMgQgLiLbAHwfwP8BsF5ELkUqV/6RMorcBOAHAOYilWaY3ULkS0xDTUQUcOwaIiIKOHYNEVVARN4F4Jacl19U1b/1oj5EE8GuISKigGPXEBFRwDEQEBEFHAMBEVHAMRAQEQUcAwERUcD9f3H9yolQ6JK9AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Scatter plot between the tip and total_bill\n",
    "tips.plot(kind='scatter', x='total_bill', y='tip')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-07-09T13:21:04.149337Z",
     "start_time": "2019-07-09T13:21:03.973606Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Boxplot of the tip column\n",
    "tips.boxplot(column='tip')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-07-09T13:21:04.819450Z",
     "start_time": "2019-07-09T13:21:04.547835Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Boxplot of the tip column by sex\n",
    "tips.boxplot(column='tip', by='sex')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-07-09T13:21:36.838669Z",
     "start_time": "2019-07-09T13:21:36.672903Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# seaborn\n",
    "sns.countplot(x='sex', data=tips)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-07-09T13:22:04.658797Z",
     "start_time": "2019-07-09T13:22:04.416081Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(tips.total_bill)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-07-09T13:22:26.224394Z",
     "start_time": "2019-07-09T13:22:26.044388Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(x=\"sex\", y=\"tip\", data=tips)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-07-09T13:22:51.850168Z",
     "start_time": "2019-07-09T13:22:50.594118Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792.625x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Scatter plot of total_bill and tip faceted by smoker and colored by sex\n",
    "sns.lmplot(x='total_bill', y='tip', data=tips, hue='sex', col='smoker')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-07-09T13:23:01.698531Z",
     "start_time": "2019-07-09T13:23:00.977908Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# FacetGrid of time and smoker colored by sex\n",
    "facet = sns.FacetGrid(tips, col='time', row='smoker', hue='sex')\n",
    "\n",
    "# Map the scatter plot of total_bill and tip to the FacetGrid\n",
    "facet.map(plt.scatter, 'total_bill', 'tip')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "matplotlib parts of a figure\n",
    "\n",
    "https://matplotlib.org/3.1.0/gallery/showcase/anatomy.html\n",
    "    \n",
    "https://matplotlib.org/1.5.1/faq/usage_faq.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-07-09T13:25:08.872908Z",
     "start_time": "2019-07-09T13:25:08.698405Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Fig with 1 axes\n",
    "fig, ax = plt.subplots(1, 1)\n",
    "\n",
    "# scatter plot axes\n",
    "ax.scatter(tips.tip, tips.total_bill)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-07-09T13:25:18.442788Z",
     "start_time": "2019-07-09T13:25:18.110320Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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fsXTkKT5034/40ujLDb6C1tGCJJHultuAXsoXHy+bUb936vSM+1RLU4QFe4Dj775XM+f8pdGXefT5gzM2qXj0+YOxg3o9vV/qod2MRLpbblMucTeKiEpTDA8OsPuNt3n0+YMzjp+YOs2GbdW7Nj72wpuRxzcOL6867nZ2UtRuRiLdLfMBPaoMrxX54qia86lp5/NPvMg9W/eGBsXSzLxS1PFyrdixqBrtZiTSvTId0KvNZluxdVy14F8KzmEz6B6z0ODdE6NERhcuRaRdMp1DrzabbUW+OG7wryz9u+3qi0PvF3U8zjkd1HBLRJqS6YBebTYbpy67lqieKrXGsnF4Oas/tHDGz1d/aGHN/HnpnGEXY0ELgUSkOZlOudRKqzSbLw7rqTLHIKRV+YyZ9eh4gT0H35nx8z0H3+FLoy+z69VjVS9Ill+4DHttrcyni0h3yXRAj7P/ZrMqPxQq8/Zh54xKBZVXzJTn3kuPKQX6a6+o3j9b+XQRaUSmA3oaZXhR54Rijvtw0CcljtJeoX+cOj3jwm5lqWQlLQQSkUZkOqBDOmV4cWbtcZUvfIoj6i8QdVEUkVoyH9CraWeQKz13WJ67XQYiXkM7FyOJSOfIdJVLNWGtYu/ZurclPVXKn7sWI7r+3Cj2l4ljoL+P50bWhAZodVEUkThyO0OP2nHoO88fZOjShVV3LCo9PmpmH/bcYUpBOCwlY8Dt11zC0KULa6Zral3o1WIkEYkjtwE9avbsUHXHog3ffRGsuLy/dKwyfREnUJYH4TgXbyurXGqVN5ZrxapYEel8uQ3oUcvvofqORVMhRebl6YvNO/fHqmKpXMRU7eJtsxd2kyjfFJH8y21Ar9YIq9aORWFKM/W4lSxJXIwsTxf1z+/lnLlzeGdySlUuIhIqtwF9ICINYVBzx6IwPWaxg/lAf1/bywgr00XHT0zR19vDVz+zsup5VN4o0r1yG9DD0hBwNocedZ/eOTYjh14Sp/UtFFMd116xqO1lhI202VV5Y33M7FzgZ8A5FH8Xtrn7/WZ2GfA4sBDYA3zO3U+mN9LsWjryVEOPO7BpXYtHIpDjssXhwQFuXjUQWjJYHsgqG3htvnUFm29ZwYL58coJ4WxZYqkB2K5Xj7W9jLCRyhaVN9btPWCNu68AVgIfN7NrgK8AX3X3y4HjwJ0pjlEkttzO0EfHC2wfK0TOrEuBrFptd9xVnNPu9M6xM+mLe7buDb1fK8sIG6lsUXljfdzdgT8EN3uD/xxYA/x1cPwR4AHg60mPT6ReuZ2hx6kVjwpko+OFuleATp12HtixD2h+M+Y4e4o20u9dm0TXz8x6zGwvcBR4Gvg1MOHup4K7HAJmzQjMbL2Z7Taz3ceOhe98JZK03Ab0OLPOsEBWyjM3otRit5nNNcJWuIb1QG+k37s2ia6fu0+7+0pgCXAV8OGwu4U8bou7D7n70KJF1btniiQltymXWhUsUYEs7irQWs6ZO+fM8yyY38v9n7wSONuRMarCpJ6LnfXWr2uT6Ma5+4SZ/RS4Bug3s7nBLH0JcDjVwYnElNuAHlbBYhSnUlFNrqD6zH7B/F4mTkxhEZtcLJjfG7rM/49Tp9n9xttsHyvUrDBpd55bm0THZ2aLgKkgmPcBH6V4QXQXcAvFSpc7gO+nN0qR+HIb0BudjUbN7HvMuP+TVzI8OMCXRl8O7Vm+7t8tjpxhP/bCm7Mu0IbNvLWMP1MWA4+YWQ/F9OMT7v5DM/sl8LiZbQTGgYfTHKRIXLkN6NDYbDSqfn3avdjnBdj1avhFrlL/lTC12hBUO7/y3Olw95eAwZDjr1PMp4vkSq4DeqXKpfLuzFoqX/oAuOeJvVTG4KnTzheffIkTU6dDn78wMRm5QjVK5cx7eHCA3W+8fWZG32PGzauUJhGR5uW2yqVSZfXI8RNTTExOhVaSDA8OzArmJVHBvCSskiRK2My7sn5+2p3tY4XQ0kURkXrUnKGb2cXAt4F/A5wGtrj718xsIbAVWAocAD7t7sfbN9RwcXcWKu3v+cCOfWfKDxtRmmFX2xfUoCVVLiIi9YiTcjkFfN7d95jZ+cCYmT0N/EfgGXffZGYjwAhwb/uGOlu9e33Wu79npVILgKgce+k+v37wE5E/12pOEWmXmikXdz/i7nuC738PvEJx5dxNFJdFE3wdbtcgozywY19Lasrjuu3qi4HqwXfavWr6RKs5RaRd6sqhm9lSilUBLwAXuvsRKAZ94IJWD66a0fFCU6mTeq3+0EI2Di8HagffsJWfJVrNKSLtEjugm9mfANuBu939X+t4XFt6XtTqILhgfi/9fb1nls3H3aw5yp6D75wJ0hvWLqO3J3xjaKje4bCRJf0iInHEKls0s16Kwfw77v5kcPgtM1vs7kfMbDHF5kazuPsWYAvA0NBQvKbjZaI2bKiW9ngoZBOI0fECG777YugWdHGUX7gsPfeXf7AvMi9fbXxazSki7RCnysUorpR7xd3/oexHOygui95EG5ZHj44XZgXM8uX0USsuz5vXw+ad+7ln697Q+vNmqlwqg/T8eXMjA7py4iKStDgpl9XA54A1ZrY3+O8TFAP59Wb2GnB9cLslStUrYcGyNFMOy0X39hgnT52O7GQ4PDjA3vs/xoFN65jfG/3So5IppSBdXvMeRjlxEUlDzRm6u/8/omPcda0dTlGtjoiHJyZDe7m8+96pWbPvyalp7t6698yHQOlxFrLTUcn8eT1MnpymconRkXcma265Va0xmIhIO2Vy6X+tmuzSTLkyF31ZlWBb2f3w3ZPRHxhRP4uTfn9uZE3tO4mItEEmA3q1Xue9c4wTJ09x2chTs/q1/Glfb9X8eBIrMkfHC5qdi0gqMtnLJapfSl/vHLDiis+wfi3vnjzFnOhMCgT3a2ffFG3ILCJpyWRAD6vVfugzK1l43jlMTUfnPaamffZeYSHujtjkuRW0hF9E0pJ6yiWqzjysVvueGIE4qotiUlSuKCJpSXWGHnfD5JI4wbKnSvVKq/SYceH582YdV7miiKQp1YBerZVsmFq9yHt7jNuuvjh2v/JGHNi0jv/16RW8/e7si6/aqEJE0pRqyqXeVrLltedhVTCl/Pq5vXPa1oWxVBoZltl5cuzQmW3q4u5xKiLSKqnO0BtpJTs8OMBzI2siV3o++vzBpvueV+OEB3Mo7nYUN30kItJqqQb0ZlrJ1toqrpZ5Vboltkq19JGISKulGtDjtJIdHS+wetOzXDbyFKs3PduSGe+BTetYdP65TT9PHCpjzC4zu9jMdpnZK2a2z8zuCo4vNLOnzey14OuCtMcqEkfqZYvVWslWbjFXmJjk7q17+eKTLzV8vtLCo1p7kJYzotMstaiMMdMyu72iSCMyubCoJKpJVzPplr+++pLY9y391XD7NZfM7uw4x1gw/+wGGn8Tch+VMWZblrdXFGlE6jP0alqZruixYkljaRu5WhbM72X87z925vbQpQtDF0CVi3MfyaZq2yuaWaLbK4o0KtMBvVqTrjh65xibb13RUFD9wx9PzWi0FWeXIe1ElE+V2ytWa61c9pj1wHqASy6J/1efSDtlOuWyYe2yyEbscXzmqosbDrBTp71qhUo7LtZK8qptrxj8PHR7RXff4u5D7j60aNGi5AYsUkWmZ+jDgwPsfuNtHn3+YEOP3z52iMdeeJNp97pTLhCd8gm7WFvea13yIa3tFUXaJdMBHWDj8HKGLl04Yy/QBfN7Yy0emiy7eDrtfuaDYePwcvpr9E6H6AqVai0LFNBzpbS94stmVur89kWKgfwJM7sTOAjcmtL4Olatnb/CHNi0rg0j6SyZD+gQnptu5A0B8NgLb7JxeDk3rFhcdeZfrUKl3pYFkk1pbK8o0k65COij4wW+/IN9Z2bl/X29DT/XtDuj4wV2vXos8j49Zty8aoDNO/dzz9a9sypWoi7WquZcRNKU6YuiUAzmG7a9OCPFUitVMtDfV3Xnoru37q1aPTPtzvaxQmRflmZaFoiItEtmAnpU1cjmnfur7lIU5rmRNXzkgwsbHkuPWdW2vnFaFoiIJC31lEtlOgVmVo00kpe+bOQp5jS40UXvHGPqdPgHSPlYVHMuIlmTiR2LwipWSjPi/vn158udYtqkXv19vWy+dQUDDbT1FRFJW6oz9KheLSWFiUl6qyXDW2Cgv4/nRtbMOl5eZw7KkYtI9mVyx6KSHotOf7RC7xwLDdLlOyOpL4uI5EWqAb1ar5a+3p62bSMHxfTKAzdeGRmklSMXkbxJNaBvWLtsVmoDzgbbzz/xYkO58GoM+E2NFWej4wXNzkUkd1IN6LVSG3dv3Vvt4Q25/ZrqnfHUp0VE8ir1ssVqqQ0zaOUEfY4Ve5ZXoz4tIpJXmVlYFKbF2RZOOzU3bVafFhHJq9Rn6JVK+etmNraoplZgVp8WEcmrTM3QS/nrZoN51MIggDlmVTejUJ8WEcmrmgHdzL5pZkfN7Bdlxxaa2dNm9lrwdUErBlNroVFcz42s4aHPrJwVmKG4grS80VYl9WkRkbyKk3L5FvC/gW+XHRsBnnH3TWY2Ety+t9nBtDLNUgrAYaWPtS5yqgZdRPKo5gzd3X8GvF1x+CbgkeD7R4DhVgymp8GGWlGGBwc4HXFltdmLnNpTVESyptEc+oXufgQg+HpB1B3NbL2Z7Taz3ceORW8qAY011Kol6mJmMxc5y3P9Yf3SRUTS0PaLovXsjl7tYmZc582bmTdvx0XOarXqIiJpabRs8S0zW+zuR8xsMXC0FYPZsHZZU6tD5xj89/+wfMaxdjTaUq26SPIa3Ue4mzaXbjSg7wDuoLg7+h3A91sxmOHBAe578iUmp0439PioHHyrL3KqVl1EsihO2eJjwD8Dy8zskJndSTGQX29mrwHXB7ebNjpe4FSNdrnnzI0e8tRpTyTtoVp1EcmimjN0d78t4kfXtXgssfYPPXnqNAvm94bucgTJpD3UL70zmNk3gRuAo+7+58GxhcBWYClwAPi0ux9Pa4wi9cjU0v84wdghMphDcmkP1ap3hG+R0BoLkSRkaul/K4Kx0h4SV5JrLESSkKmAHpabDtPf10tvz+wLoG3eflS6Q6w1FvWsrxBJSuoBvXzF5ead+7l51UDNevQHbryS8+bNzhbFaY+bNVpxmk/1rK8QSUqqAT1sxeX2sULNtMnw4ADvTKZ3UbRVtOI0k94K1lbQyjUWIklINaBXW3EZVVNeOt6OJf1J04rTTCqtsYAWrrEQSUKqAb3aisvbrr449Gel451QC64Vp+lKco2FSBJSLVustuJy43BxCf9jL7zJtDs9Ztx29cVnjndCLbhWnKYryTUWIklINaBvWLuM+558eUbaoXyWvXF4+ZkAHibvteC1Xr+ISD1STbkMDw5w86qBM3nxHjNuXpXvIF0P7Y4kIq2U6gx9dLzA9rHCmT7o0+5sHyswdOnCrglqef8rQ0SyI9WAXq3KQ0FOOkGjLV+ldbqp7W5mq1xERKQ+qQb0TqglFxHJilQDeifUkouIZEWqOfROqCUXEcmK1Puhq8pDRKQ1Uu+2KCIiraGALiLSIRTQRUQ6ROo59NHxgi6Kioi0QOpL/8ubU5U2eAAU1EUkl9JcmZrZDS5ERKQ+WvovItIhMrvBhYhImvLYWE1L/0VEOoSW/ouIdIjUyxa19F9EpDW0sEhEpEMooIuEMLOPm9l+M/uVmY2kPR6ROBTQRSqYWQ/wf4C/Av4MuM3M/izdUYnUpoAuMttVwK/c/XV3Pwk8DtyU8phEalJAF5ltAHiz7Pah4JhIpiVa5TI2NvZbM3ujDU/9AeC3bXhenTtb56117ktbdA4LOeYz7mC2Hlgf3PyDmXVyv4o0/38nKdXXaV+p+uNY7+1EA7q7L2rH85rZbncfasdz69zZOW+C5z4EXFx2ewlwuPwO7r4F2NLmcWRCmv+/k9QJr1MpF5HZfg5cbmaXmdk84LPAjpTHJFJT6guLRLLG3U+Z2X8FdgI9wDfdfV/KwxKpqVMCepp/+nbjuTv+Nbv7j4AfJXGuHOiK1BId8DrN3WvfS0REMk85dBGRDpHrgG5mF5vZLjN7xcz2mdldCZ+/x8zGzeyHCZ+338y2mdmrwWv/SILnvif4t/6FmT1mZue28Vwpr9HyAAAC2UlEQVTfNLOjZvaLsmMLzexpM3st+LqgXefvRlG/U5367175OxxcCH8heJ1bg4viuZHrgA6cAj7v7h8GrgH+S8JLtO8CXknwfCVfA37s7lcAK5Iag5kNAP8NGHL3P6d4wfCzbTzlt4CPVxwbAZ5x98uBZ4Lb0jpRv1Od+u9e+Tv8FeCrwes8DtyZyqgalOuA7u5H3H1P8P3vKf6PSWRFn5ktAdYB30jifGXnfR/wl8DDAO5+0t0nEhzCXKDPzOYC86moz24ld/8Z8HbF4ZuAR4LvHwGG23X+blTld6rj/t0rf4fNzIA1wLbgLrl7nbkO6OXMbCkwCLyQ0CkfAr4AnE7ofCUfBI4B/xj8qfgNMzsviRO7ewH4n8BB4Ajwjrv/JIlzl7nQ3Y8E4zkCXJDw+btGxe9UJ/67V/4Ovx+YcPdTwe3ctXzoiIBuZn8CbAfudvd/TeB8NwBH3X2s3ecKMRf4C+Dr7j4IvEtCf/4GedObgMuAi4DzzOxvkji3JCvp36mkRfwO12z5kHW5D+hm1kvxjfcdd38yodOuBm40swMUO/GtMbNHEzr3IeCQu5f+EtlGMcAn4aPAb9z9mLtPAU8C/z6hc5e8ZWaLAYKvRxM+f8eL+J3qtH/3Wb/DFGfs/UE6EUJaPmRdrgN6kPN6GHjF3f8hqfO6+33uvsTdl1K8KPisuycyU3X3fwHeNLPSTtrXAb9M4twUUy3XmNn84N/+OpK/KLwDuCP4/g7g+wmfv6NV+Z3qqH/3iN/h24FdwC3B3XL3OnMd0Cl+yn6O4gx5b/DfJ9IeVAL+FviOmb0ErAT+RxInDf4q2AbsAV6m+P5p2+o6M3sM+GdgmZkdMrM7gU3A9Wb2GnB9cFtaJ+p3qlv+3e8F/s7MfkUxp/5wyuOpi1aKioh0iLzP0EVEJKCALiLSIRTQRUQ6hAK6iEiHUEAXEekQCugiIh1CAV1EpEMooIuIdIj/D+Q+ACA2d7fvAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a figure with scatter plot and histogram\n",
    "fig, (ax1, ax2) = plt.subplots(1, 2)\n",
    "ax1.scatter(tips.tip, tips.total_bill)\n",
    "ax2.hist(tips.total_bill)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-07-09T13:26:13.127135Z",
     "start_time": "2019-07-09T13:26:12.881849Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'matplotlib.axes._subplots.AxesSubplot'>\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# seaborn plot\n",
    "dis = sns.distplot(tips.tip)\n",
    "\n",
    "# returns an axes\n",
    "print(type(dis))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-07-09T13:26:53.039378Z",
     "start_time": "2019-07-09T13:26:52.505062Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Figure with 2 axes of displot and regplot\n",
    "fig, (ax1, ax2) = plt.subplots(1, 2)\n",
    "sns.distplot(tips.tip, ax=ax1)\n",
    "sns.regplot(x='total_bill', y='tip', data=tips, ax=ax2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
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    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
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  "latex_envs": {
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   "autocomplete": true,
   "bibliofile": "biblio.bib",
   "cite_by": "apalike",
   "current_citInitial": 1,
   "eqLabelWithNumbers": true,
   "eqNumInitial": 1,
   "hotkeys": {
    "equation": "Ctrl-E",
    "itemize": "Ctrl-I"
   },
   "labels_anchors": false,
   "latex_user_defs": false,
   "report_style_numbering": false,
   "user_envs_cfg": false
  },
  "toc": {
   "colors": {
    "hover_highlight": "#DAA520",
    "navigate_num": "#000000",
    "navigate_text": "#333333",
    "running_highlight": "#FF0000",
    "selected_highlight": "#FFD700",
    "sidebar_border": "#EEEEEE",
    "wrapper_background": "#FFFFFF"
   },
   "moveMenuLeft": true,
   "nav_menu": {
    "height": "12px",
    "width": "252px"
   },
   "navigate_menu": true,
   "number_sections": true,
   "sideBar": true,
   "threshold": 4,
   "toc_cell": true,
   "toc_section_display": "block",
   "toc_window_display": true,
   "widenNotebook": false
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
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    "lenVar": 40
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   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
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    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
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   },
   "types_to_exclude": [
    "module",
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    "builtin_function_or_method",
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   "window_display": false
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 "nbformat": 4,
 "nbformat_minor": 2
}
